COMPUTATIONAL CANCER DETECTION OF PATHOLOGICAL IMAGES BASED ON AN OPTIMIZATION METHOD FOR COLOR-INDEX LOCAL AUTO-CORRELATION FEATURE EXTRACTION

被引:0
|
作者
Qu, Jia [1 ]
Nosato, Hirokazu [2 ]
Sakanashi, Hidenori [2 ]
Takahashi, Eiichi [2 ]
Terai, Kensuke [3 ]
Hiruta, Nobuyuki [3 ]
机构
[1] Univ Tsukuba, Dept Intelligent Interact Technol, Tsukuba, Ibaraki 305, Japan
[2] Natl Inst Adv Ind Sci & Technol, Tokyo, Japan
[3] Toho Univ, Sakura Med Ctr, Dept Surg Pathol, Tokyo, Japan
关键词
cancer detection; pathological images; CILAC; feature extraction; optimization;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Aiming to lessen the burdens of the pathologist with efficient diagnosis assistance, this paper proposes a cancer detection method for pathological images utilizing color features based on color-index local auto-correlations (CILAC), applied to color-indexed images to utilize co-occurrence information about indexed pixels. Moreover, a method for the automatic optimization of feature extraction is also proposed. Based on a database including both benign and cancerous pathological images, experimental results show enhanced performance compared to prior research, which demonstrate the effectiveness of the proposed cancer detection method.
引用
收藏
页码:822 / 825
页数:4
相关论文
共 50 条
  • [1] Biometric feature extraction using local fractal auto-correlation
    Chen Xi
    Zhang Jia-Shu
    CHINESE PHYSICS B, 2014, 23 (09)
  • [2] Biometric feature extraction using local fractal auto-correlation
    陈熙
    张家树
    Chinese Physics B, 2014, 23 (09) : 339 - 344
  • [3] A NOVEL WOOD FEATURE EXTRACTION METHOD BASED ON IMPROVED BLOCKED HIGHER-ORDER LOCAL AUTO-CORRELATION
    Liu, Zihao
    Zhang, Sulan
    Jia, Xiaojun
    Yang, Jun
    WOOD RESEARCH, 2022, 67 (04) : 686 - 699
  • [4] Auto-correlation Based Feature Extraction Approach for EEG Alcoholism Identification
    Sadiq, Muhammad Tariq
    Siuly, Siuly
    Rehman, Ateeq Ur
    Wang, Hua
    HEALTH INFORMATION SCIENCE, HIS 2021, 2021, 13079 : 47 - 58
  • [5] Anomaly Detection from Hyperspectral Imagery using Transform-based Feature Selection and Local Spatial Auto-correlation Index
    Park, No-Wook
    Yoo, Hee Young
    Shin, Jung-Il
    Lee, Kyu-Sung
    KOREAN JOURNAL OF REMOTE SENSING, 2012, 28 (04) : 357 - 367
  • [6] Extracting Auto-Correlation Feature for License Plate Detection Based on AdaBoost
    Tan, Hauchun
    Den, Yafeng
    Chen, Hao
    INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2008, 2008, 5326 : 72 - +
  • [7] COLOR IMAGE FEATURE EXTRACTION USING COLOR INDEX LOCAL AUTO-CORRELATIONS
    Kobayashi, Takumi
    Otsu, Nobuyuki
    2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGS, 2009, : 1057 - 1060
  • [8] Feature Extraction for Complicated Radar PRI Modulation Modes Based on Auto-correlation Function
    Shi, Zhongya
    Wu, Hua
    Shen, Wendi
    Cheng, Siyi
    Chen, You
    PROCEEDINGS OF 2016 IEEE ADVANCED INFORMATION MANAGEMENT, COMMUNICATES, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IMCEC 2016), 2016, : 1617 - 1620
  • [9] A Modified Anomaly Detection Method for Capsule Endoscopy Images Using Non-linear Color Conversion and Higher-order Local Auto-Correlation (HLAC)
    Hu, Erzhong
    Nosato, Hirokazu
    Sakanashi, Hidenori
    Murakawa, Masahiro
    2013 35TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2013, : 5477 - 5480
  • [10] A Signal Detection method based on Auto-correlation for the Listen-Before-Transmit
    Zhang, Yue
    Xue, Wei
    Luo, Wuzhong
    2013 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), 2013, : 858 - 862